AutoML Leaderboard

Best model name model_type metric_type metric_value train_time
1_Baseline Baseline auc 0.5 0.95
2_DecisionTree Decision Tree auc 0.691806 7.97
3_Default_LightGBM LightGBM auc 0.72954 6.21
4_Default_Xgboost Xgboost auc 0.729286 30.41
5_Default_CatBoost CatBoost auc 0.738735 3.82
6_Default_NeuralNetwork Neural Network auc 0.738246 4.55
7_Default_RandomForest Random Forest auc 0.725593 14.92
8_Default_ExtraTrees Extra Trees auc 0.726322 10.85
the best Ensemble Ensemble auc 0.741053 0.83

AutoML Performance

AutoML Performance

AutoML Performance Boxplot

AutoML Performance Boxplot

Features Importance

features importance across models

Spearman Correlation of Models

models spearman correlation